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    "#\n",
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    "# Generating Scientific Figure Captions with Fine-Tuned PaliGemma\n",
    "\n",
    "This notebook explores the use of fine-tuned [PaliGemma](https://ai.google.dev/gemma/docs/paligemma) models for generating captions for scientific figures. [PaliGemma-FT](https://www.kaggle.com/models/google/paligemma-ft) is research-oriented models that are fine-tuned on specific research datasets. We'll focus on the [PaliGemma-3b-ft-scicap-448](https://www.kaggle.com/models/google/paligemma-ft/jax/paligemma-3b-ft-scicap-448) model, specifically trained on the [SciCap](https://arxiv.org/abs/2110.11624) dataset for this task.\n",
    "\n",
    "The notebook will demonstrate how to utilize this pre-trained model for caption generation, highlighting its potential advantages due to:\n",
    "\n",
    "* Higher resolution input (448x448): Capturing finer details in scientific figures.\n",
    "* [SciCap](https://arxiv.org/abs/2110.11624) dataset fine-tuning: Focused training on scientific figure captions.\n",
    "\n",
    "<table align=\"left\">\n",
    "  <td>\n",
    "    <a target=\"_blank\" href=\"https://colab.research.google.com/github/google-gemini/gemma-cookbook/blob/main/PaliGemma/Image_captioning_using_finetuned_PaliGemma.ipynb\"><img src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" />Run in Google Colab</a>\n",
    "  </td>\n",
    "</table>"
   ],
   "metadata": {
    "id": "dcWFGnb6gvEk"
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Setup\n",
    "\n",
    "### Select the Colab runtime\n",
    "To complete this tutorial, you'll need to have a Colab runtime with sufficient resources to run the Gemma model. In this case, you should use a L4 GPU or an A100 GPU, as a T4 will be insufficient:\n",
    "\n",
    "1. In the upper-right of the Colab window, select **▾ (Additional connection options)**.\n",
    "2. Select **Change runtime type**.\n",
    "3. Under **Hardware accelerator**, select **T4 GPU**.\n"
   ],
   "metadata": {
    "id": "GyZWaPVR9Wso"
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Install Accelerate and restart kernel\n",
    "Before you start, you will need to install the appropriate packages and setup your environment."
   ],
   "metadata": {
    "id": "5560_ZCtjERL"
   }
  },
  {
   "cell_type": "code",
   "source": [
    "! pip install accelerate"
   ],
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "UWTR00rYh92v",
    "outputId": "e2f6f0cb-d3b8-41ad-e675-8f8ccc810998"
   },
   "execution_count": 2,
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Collecting accelerate\n",
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      "  Using cached nvidia_cuda_nvrtc_cu12-12.1.105-py3-none-manylinux1_x86_64.whl (23.7 MB)\n",
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      "Collecting nvidia-cudnn-cu12==8.9.2.26 (from torch>=1.10.0->accelerate)\n",
      "  Using cached nvidia_cudnn_cu12-8.9.2.26-py3-none-manylinux1_x86_64.whl (731.7 MB)\n",
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      "  Using cached nvidia_cublas_cu12-12.1.3.1-py3-none-manylinux1_x86_64.whl (410.6 MB)\n",
      "Collecting nvidia-cufft-cu12==11.0.2.54 (from torch>=1.10.0->accelerate)\n",
      "  Using cached nvidia_cufft_cu12-11.0.2.54-py3-none-manylinux1_x86_64.whl (121.6 MB)\n",
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      "  Using cached nvidia_curand_cu12-10.3.2.106-py3-none-manylinux1_x86_64.whl (56.5 MB)\n",
      "Collecting nvidia-cusolver-cu12==11.4.5.107 (from torch>=1.10.0->accelerate)\n",
      "  Using cached nvidia_cusolver_cu12-11.4.5.107-py3-none-manylinux1_x86_64.whl (124.2 MB)\n",
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      "Installing collected packages: nvidia-nvtx-cu12, nvidia-nvjitlink-cu12, nvidia-nccl-cu12, nvidia-curand-cu12, nvidia-cufft-cu12, nvidia-cuda-runtime-cu12, nvidia-cuda-nvrtc-cu12, nvidia-cuda-cupti-cu12, nvidia-cublas-cu12, nvidia-cusparse-cu12, nvidia-cudnn-cu12, nvidia-cusolver-cu12, accelerate\n",
      "Successfully installed accelerate-0.31.0 nvidia-cublas-cu12-12.1.3.1 nvidia-cuda-cupti-cu12-12.1.105 nvidia-cuda-nvrtc-cu12-12.1.105 nvidia-cuda-runtime-cu12-12.1.105 nvidia-cudnn-cu12-8.9.2.26 nvidia-cufft-cu12-11.0.2.54 nvidia-curand-cu12-10.3.2.106 nvidia-cusolver-cu12-11.4.5.107 nvidia-cusparse-cu12-12.1.0.106 nvidia-nccl-cu12-2.20.5 nvidia-nvjitlink-cu12-12.5.40 nvidia-nvtx-cu12-12.1.105\n"
     ]
    }
   ]
  },
  {
   "cell_type": "markdown",
   "source": [
    "Restart the kernel after installing packages:"
   ],
   "metadata": {
    "id": "WNkhJqGawW9T"
   }
  },
  {
   "cell_type": "code",
   "source": [
    "import IPython\n",
    "\n",
    "app = IPython.Application.instance()\n",
    "app.kernel.do_shutdown(True)"
   ],
   "metadata": {
    "id": "T--ecW6twMHv",
    "outputId": "05a6d140-5ff4-413d-afa0-870d7af02055",
    "colab": {
     "base_uri": "https://localhost:8080/"
    }
   },
   "execution_count": 3,
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "{'status': 'ok', 'restart': True}"
      ]
     },
     "metadata": {},
     "execution_count": 3
    }
   ]
  },
  {
   "cell_type": "markdown",
   "source": [
    "## **How to Access PaliGemma:**\n",
    "\n",
    "Before using PaliGemma for the first time, you'll need to request access to the model through [Hugging Face](https://huggingface.co/google/gemma-2b). This ensures you've accepted the model's terms-of-use.\n",
    "\n",
    "As we'll be downloading the PaliGemma model weights from the Hugging Face Hub, you'll need a Hugging Face token to verify your acceptance.\n",
    "\n",
    "If you don't already have a Hugging Face account, you can register for one at [Hugging Face](https://huggingface.co/join). Once you have an account, follow these steps:\n",
    "\n",
    "1. Go to the [Hugging Face Gemma Model Card](https://huggingface.co/google/gemma-2b) (as PaliGemma is a Gemma variant) and select Request Access.\n",
    "2. Complete the consent form and accept the terms and conditions.\n",
    "3. Go to [Hugging Face Hub account settings](https://huggingface.co/settings/tokens) and create a new access token.\n",
    "3. Copy your token.\n",
    "4. In Colab, select Secrets  (🔑) and add your Hugging Face Access Token. Store your token under desired name 'HF_TOKEN' and your token under the name value.\n",
    "\n"
   ],
   "metadata": {
    "id": "17-x64KmmNyf"
   }
  },
  {
   "cell_type": "code",
   "source": [
    "from google.colab import userdata\n",
    "import os\n",
    "\n",
    "try:\n",
    "    access_token = userdata.get(\"HF_TOKEN\")\n",
    "except ImportError:\n",
    "    access_token = os.environ[\"HF_TOKEN\"]"
   ],
   "metadata": {
    "id": "UfGLG0wGcXve",
    "execution": {
     "iopub.status.busy": "2024-06-10T17:54:10.906090Z",
     "iopub.execute_input": "2024-06-10T17:54:10.907010Z",
     "iopub.status.idle": "2024-06-10T17:54:11.089112Z",
     "shell.execute_reply.started": "2024-06-10T17:54:10.906968Z",
     "shell.execute_reply": "2024-06-10T17:54:11.088122Z"
    },
    "trusted": true
   },
   "execution_count": 1,
   "outputs": []
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Import Libraries"
   ],
   "metadata": {
    "id": "W43HkTeCgvEn"
   }
  },
  {
   "cell_type": "code",
   "source": [
    "from transformers import AutoProcessor, PaliGemmaForConditionalGeneration\n",
    "from PIL import Image\n",
    "import requests\n",
    "import torch\n",
    "import matplotlib"
   ],
   "metadata": {
    "id": "vpB6-R_-aesO",
    "execution": {
     "iopub.status.busy": "2024-06-10T17:54:13.292498Z",
     "iopub.execute_input": "2024-06-10T17:54:13.293313Z",
     "iopub.status.idle": "2024-06-10T17:54:29.985567Z",
     "shell.execute_reply.started": "2024-06-10T17:54:13.293278Z",
     "shell.execute_reply": "2024-06-10T17:54:29.984791Z"
    },
    "trusted": true
   },
   "execution_count": 2,
   "outputs": []
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Configuration\n",
    "In your environment set cuda to lower RAM requirements"
   ],
   "metadata": {
    "id": "Uk8PHtybgvEo"
   }
  },
  {
   "cell_type": "code",
   "source": [
    "torch.backends.cuda.enable_mem_efficient_sdp(False)\n",
    "torch.backends.cuda.enable_flash_sdp(False)"
   ],
   "metadata": {
    "execution": {
     "iopub.status.busy": "2024-06-10T17:54:34.675094Z",
     "iopub.execute_input": "2024-06-10T17:54:34.676170Z",
     "iopub.status.idle": "2024-06-10T17:54:34.680374Z",
     "shell.execute_reply.started": "2024-06-10T17:54:34.676135Z",
     "shell.execute_reply": "2024-06-10T17:54:34.679394Z"
    },
    "trusted": true,
    "id": "_tgPzwFUgvEo"
   },
   "execution_count": 3,
   "outputs": []
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Image: Comparison of Common Loss Functions\n",
    "We will use the figure comparing common loss functions as an example to generate captions for scientific figures of this nature.\n",
    "Source: [Wikipedia](https://en.wikipedia.org/wiki/Loss_function).\n",
    "\n",
    "We'll demonstrate how these models perform on the same scientific figure using various prompts:\n",
    "\n",
    "* caption en: Generate a general caption in English.\n",
    "* caption in detail: Provide a more detailed description of the figure.\n",
    "* caption the figure: Create a concise caption summarizing the figure's content."
   ],
   "metadata": {
    "id": "i93iMyxogvEp"
   }
  },
  {
   "cell_type": "code",
   "source": [
    "from urllib.request import urlopen\n",
    "\n",
    "url = \"https://upload.wikimedia.org/wikipedia/commons/e/e3/Comparison_of_loss_functions.png?download=true\"\n",
    "image = Image.open(urlopen(url))\n",
    "\n",
    "matplotlib.pyplot.figure(figsize=(12, 10), dpi=120)\n",
    "matplotlib.pyplot.imshow(image)\n",
    "matplotlib.pyplot.show()"
   ],
   "metadata": {
    "execution": {
     "iopub.status.busy": "2024-06-10T18:21:29.996874Z",
     "iopub.execute_input": "2024-06-10T18:21:29.997234Z",
     "iopub.status.idle": "2024-06-10T18:21:30.427089Z",
     "shell.execute_reply.started": "2024-06-10T18:21:29.997205Z",
     "shell.execute_reply": "2024-06-10T18:21:30.426161Z"
    },
    "trusted": true,
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 663
    },
    "id": "9K4inB2OgvEp",
    "outputId": "b30f72b2-fd50-49d3-f5a0-8bb7af648f84"
   },
   "execution_count": 10,
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "<Figure size 1440x1200 with 1 Axes>"
      ],
      "image/png": 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     },
     "metadata": {}
    }
   ]
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Loads a PaliGemma model and its corresponding tokenizer."
   ],
   "metadata": {
    "id": "kmKKoTfmgvEq"
   }
  },
  {
   "cell_type": "code",
   "source": [
    "def load_paligemma_model(model_id, access_token):\n",
    "    device = \"cuda:0\" if torch.cuda.is_available() else \"cpu\"\n",
    "    dtype = torch.bfloat16\n",
    "\n",
    "    # Load the model\n",
    "    model = PaliGemmaForConditionalGeneration.from_pretrained(\n",
    "        model_id,\n",
    "        torch_dtype=dtype,\n",
    "        device_map=device,\n",
    "        revision=\"bfloat16\",\n",
    "        token=access_token,\n",
    "    ).eval()\n",
    "\n",
    "    # Load the corresponding tokenizer\n",
    "    processor = AutoProcessor.from_pretrained(model_id, token=access_token)\n",
    "    return processor, model"
   ],
   "metadata": {
    "id": "2pEUcken00s3",
    "execution": {
     "iopub.status.busy": "2024-06-10T17:54:40.234010Z",
     "iopub.execute_input": "2024-06-10T17:54:40.234751Z",
     "iopub.status.idle": "2024-06-10T17:54:40.240288Z",
     "shell.execute_reply.started": "2024-06-10T17:54:40.234713Z",
     "shell.execute_reply": "2024-06-10T17:54:40.239409Z"
    },
    "trusted": true
   },
   "execution_count": 11,
   "outputs": []
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Generates Captions"
   ],
   "metadata": {
    "id": "4dyBMHbjgvEq"
   }
  },
  {
   "cell_type": "code",
   "source": [
    "def generate_answer(processor, model, image):\n",
    "    \"\"\"\n",
    "    Generates captions for an image using a PaliGemma model with various prompts.\n",
    "\n",
    "    Args:\n",
    "      processor (transformers.AutoProcessor): The tokenizer for the PaliGemma model.\n",
    "      model (transformers.PaliGemmaForConditionalGeneration): The loaded PaliGemma model.\n",
    "      image: A preprocessed image tensor in the format expected by the model.\n",
    "\n",
    "    Returns:\n",
    "      list: A list of generated captions corresponding to the provided prompts.\n",
    "    \"\"\"\n",
    "\n",
    "    prompts = [\n",
    "        \"caption en\\n\",\n",
    "        \"caption in detail\\n\",\n",
    "        \"caption the figure\\n\",\n",
    "    ]\n",
    "    images = [image] * len(prompts)\n",
    "\n",
    "    # Prepare model inputs with padding and truncation\n",
    "    model_inputs = processor(\n",
    "        text=prompts, images=images, return_tensors=\"pt\", padding=True\n",
    "    ).to(model.device)\n",
    "    input_len = model_inputs[\"input_ids\"].shape[-1]\n",
    "\n",
    "    # Generate captions with beam search (inference mode)\n",
    "    with torch.inference_mode():\n",
    "        generation = model.generate(**model_inputs, max_new_tokens=100, do_sample=False)\n",
    "        generated_texts = generation[:, input_len:]\n",
    "        decoded_texts = [\n",
    "            processor.decode(text, skip_special_tokens=True) for text in generated_texts\n",
    "        ]\n",
    "\n",
    "    for i, (prompt, decoded_text) in enumerate(zip(prompts, decoded_texts)):\n",
    "        print(f\"Question: {prompt}\")\n",
    "        print(f\"Answer: {decoded_text}\\n\")\n",
    "\n",
    "    matplotlib.pyplot.figure(figsize=(12, 10), dpi=120)\n",
    "    matplotlib.pyplot.imshow(image)\n",
    "    matplotlib.pyplot.show()"
   ],
   "metadata": {
    "execution": {
     "iopub.status.busy": "2024-06-10T18:25:33.182580Z",
     "iopub.execute_input": "2024-06-10T18:25:33.182948Z",
     "iopub.status.idle": "2024-06-10T18:25:33.194788Z",
     "shell.execute_reply.started": "2024-06-10T18:25:33.182918Z",
     "shell.execute_reply": "2024-06-10T18:25:33.193755Z"
    },
    "trusted": true,
    "id": "A8ENr-OcgvEr"
   },
   "execution_count": 12,
   "outputs": []
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Inference with the Base Model (PaliGemma-3b-pt-224)\n",
    "Before we use the fine-tuned models, let's see how the PaliGemma base model responds to the prepared prompts.\n",
    "\n",
    "Since this model hasn't been fine-tuned specifically for captioning scientific figures, you can expect its responses to be less accurate.\n",
    "\n",
    "**Here's a quick description of the base model**:\n",
    "\n",
    "* Transformers PaliGemma 3B weights.\n",
    "* Pre-trained with 224x224 input images and 128 token input/output text sequences.\n",
    "* Trained on a mixture of datasets.\n",
    "* Available in float32, bfloat16, and float16 formats for fine-tuning."
   ],
   "metadata": {
    "id": "Wc2JWF-LgvEr"
   }
  },
  {
   "cell_type": "code",
   "source": [
    "model_id = \"google/paligemma-3b-pt-224\"\n",
    "processor, model = load_paligemma_model(model_id, access_token)\n",
    "\n",
    "generate_answer(processor, model, image)"
   ],
   "metadata": {
    "execution": {
     "iopub.status.busy": "2024-06-10T18:25:35.623965Z",
     "iopub.execute_input": "2024-06-10T18:25:35.624583Z",
     "iopub.status.idle": "2024-06-10T18:25:44.416571Z",
     "shell.execute_reply.started": "2024-06-10T18:25:35.624549Z",
     "shell.execute_reply": "2024-06-10T18:25:44.415662Z"
    },
    "trusted": true,
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000,
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    "id": "TP0fUDupgvEr",
    "outputId": "4d2ddf35-8454-40e4-a8d7-b1bbb6db2942"
   },
   "execution_count": 13,
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
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     "text": [
      "`config.hidden_act` is ignored, you should use `config.hidden_activation` instead.\n",
      "Gemma's activation function will be set to `gelu_pytorch_tanh`. Please, use\n",
      "`config.hidden_activation` if you want to override this behaviour.\n",
      "See https://github.com/huggingface/transformers/pull/29402 for more details.\n"
     ]
    },
    {
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    {
     "output_type": "stream",
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     "text": [
      "Question: caption en\n",
      "\n",
      "Answer: a plot of a comparison of methods .\n",
      "\n",
      "Question: caption in detail\n",
      "\n",
      "Answer: graf von figure in the surrounding text\n",
      "\n",
      "Question: caption the figure\n",
      "\n",
      "Answer: figure est un diagramme de la figure\n",
      "\n"
     ]
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "<Figure size 1440x1200 with 1 Axes>"
      ],
      "image/png": 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     },
     "metadata": {}
    }
   ]
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Inference with the Fine-Tuned Model (PaliGemma-3b-ft-scicap-224)\n",
    "We previously explored the base model's performance. Now, let's see how the fine-tuned model responds to the same prompts.\n",
    "\n",
    "This model (PaliGemma-3b-ft-scicap-224) has been specifically fine-tuned on scientific figures using the SciCap dataset. As a result, you can expect more accurate and relevant captions compared to the base model (PaliGemma-3b-pt-224).\n",
    "\n",
    "**Here's a quick overview of the fine-tuned model:**\n",
    "* Transformers PaliGemma 3B weights: This is the starting point for the fine-tuned model.\n",
    "* Fine-tuned with 224x224 input images: The model is fine-tuned to process images of this size.\n",
    "* SciCap dataset: This dataset specifically focuses on scientific figures and their captions.\n",
    "\n",
    "**SciCap: Generating Captions for Scientific Figures**:\n",
    "\n",
    "You can find more details about the [SciCap dataset](https://arxiv.org/abs/2110.11624) in the following [paper](https://arxiv.org/pdf/2110.11624).\n",
    "\n",
    "Paper Summary: This paper presents the SciCap dataset, a large collection of scientific figures and their corresponding captions. The authors discuss the challenges of generating captions for scientific figures and the potential benefits of such models."
   ],
   "metadata": {
    "id": "O4kXDeCvgvEr"
   }
  },
  {
   "cell_type": "code",
   "source": [
    "model_id = \"google/paligemma-3b-ft-scicap-224\"\n",
    "processor, model = load_paligemma_model(model_id, access_token)\n",
    "\n",
    "generate_answer(processor, model, image)"
   ],
   "metadata": {
    "execution": {
     "iopub.status.busy": "2024-06-10T18:25:53.995270Z",
     "iopub.execute_input": "2024-06-10T18:25:53.995909Z",
     "iopub.status.idle": "2024-06-10T18:26:34.078357Z",
     "shell.execute_reply.started": "2024-06-10T18:25:53.995874Z",
     "shell.execute_reply": "2024-06-10T18:26:34.077400Z"
    },
    "trusted": true,
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000,
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    },
    "id": "VHrh8IVigvEs",
    "outputId": "4ed3fd7f-2270-481b-b422-36e0ed6ffa0b"
   },
   "execution_count": 14,
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "config.json:   0%|          | 0.00/1.03k [00:00<?, ?B/s]"
      ],
      "application/vnd.jupyter.widget-view+json": {
       "version_major": 2,
       "version_minor": 0,
       "model_id": "634a9f1721cf43958507514cbca50936"
      }
     },
     "metadata": {}
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "model.safetensors.index.json:   0%|          | 0.00/62.6k [00:00<?, ?B/s]"
      ],
      "application/vnd.jupyter.widget-view+json": {
       "version_major": 2,
       "version_minor": 0,
       "model_id": "115890e8c3d94082aa6d5c82379fe93e"
      }
     },
     "metadata": {}
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "Downloading shards:   0%|          | 0/2 [00:00<?, ?it/s]"
      ],
      "application/vnd.jupyter.widget-view+json": {
       "version_major": 2,
       "version_minor": 0,
       "model_id": "36f0fa71835f4a1eb540d7669fce2b4c"
      }
     },
     "metadata": {}
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "model-00001-of-00002.safetensors:   0%|          | 0.00/4.99G [00:00<?, ?B/s]"
      ],
      "application/vnd.jupyter.widget-view+json": {
       "version_major": 2,
       "version_minor": 0,
       "model_id": "c3583c48c6ac4989b1f4fb4fec0309f0"
      }
     },
     "metadata": {}
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "model-00002-of-00002.safetensors:   0%|          | 0.00/862M [00:00<?, ?B/s]"
      ],
      "application/vnd.jupyter.widget-view+json": {
       "version_major": 2,
       "version_minor": 0,
       "model_id": "f0f87330ae8a4264931f569736626c78"
      }
     },
     "metadata": {}
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "Loading checkpoint shards:   0%|          | 0/2 [00:00<?, ?it/s]"
      ],
      "application/vnd.jupyter.widget-view+json": {
       "version_major": 2,
       "version_minor": 0,
       "model_id": "b04482c4415b4c4ab7f635a9fcd56763"
      }
     },
     "metadata": {}
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "generation_config.json:   0%|          | 0.00/137 [00:00<?, ?B/s]"
      ],
      "application/vnd.jupyter.widget-view+json": {
       "version_major": 2,
       "version_minor": 0,
       "model_id": "eeb0919b8229451b97b11dbd6603bb8c"
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     },
     "metadata": {}
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "preprocessor_config.json:   0%|          | 0.00/699 [00:00<?, ?B/s]"
      ],
      "application/vnd.jupyter.widget-view+json": {
       "version_major": 2,
       "version_minor": 0,
       "model_id": "5d7cc0c910314f3fa2e8d2fb792866cc"
      }
     },
     "metadata": {}
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "tokenizer_config.json:   0%|          | 0.00/40.0k [00:00<?, ?B/s]"
      ],
      "application/vnd.jupyter.widget-view+json": {
       "version_major": 2,
       "version_minor": 0,
       "model_id": "431789d822f1464182cb47b50e33c174"
      }
     },
     "metadata": {}
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "tokenizer.model:   0%|          | 0.00/4.26M [00:00<?, ?B/s]"
      ],
      "application/vnd.jupyter.widget-view+json": {
       "version_major": 2,
       "version_minor": 0,
       "model_id": "1b8a7097201d4e6dbbd866e1c90b7e99"
      }
     },
     "metadata": {}
    },
    {
     "output_type": "display_data",
     "data": {
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      ],
      "application/vnd.jupyter.widget-view+json": {
       "version_major": 2,
       "version_minor": 0,
       "model_id": "15e9657f764f41e58ebc4af936348a81"
      }
     },
     "metadata": {}
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "added_tokens.json:   0%|          | 0.00/24.0 [00:00<?, ?B/s]"
      ],
      "application/vnd.jupyter.widget-view+json": {
       "version_major": 2,
       "version_minor": 0,
       "model_id": "fab664b9b65040b1b9be96654ee19f27"
      }
     },
     "metadata": {}
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "special_tokens_map.json:   0%|          | 0.00/607 [00:00<?, ?B/s]"
      ],
      "application/vnd.jupyter.widget-view+json": {
       "version_major": 2,
       "version_minor": 0,
       "model_id": "22af798fde2b4d03b1046415d1ae12e1"
      }
     },
     "metadata": {}
    },
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Question: caption en\n",
      "\n",
      "Answer: different values of loss function based on error .\n",
      "\n",
      "Question: caption in detail\n",
      "\n",
      "Answer: comparison of four different loss functions with similar nonlinearities , in terms of error .\n",
      "\n",
      "Question: caption the figure\n",
      "\n",
      "Answer: shows the comparison of loss functions . the red line shows the relu loss , the black line shows the hinge loss , the blue line shows the quadratic loss and the green line shows the savage loss .\n",
      "\n"
     ]
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "<Figure size 1440x1200 with 1 Axes>"
      ],
      "image/png": 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     },
     "metadata": {}
    }
   ]
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Inference with the Fine-Tuned Model (PaliGemma-3b-ft-scicap-448)\n",
    "\n",
    "Building on the success of the previous model (PaliGemma-3b-ft-scicap-224), let's explore the capabilities of PaliGemma-3b-ft-scicap-448. This model offers potentially a better captions due to two key improvements:\n",
    "\n",
    "* Higher Resolution Input (448x448): The model is fine-tuned to process images with a higher resolution, potentially capturing finer details in scientific figures.\n",
    "* Leveraging SciCap Dataset: Similar to the previous model, it's fine-tuned on the SciCap dataset, specifically designed for scientific figure captioning.\n",
    "\n",
    "While the model is not fine-tunable, you can still benefit from its pre-trained capabilities for research purposes. The models are available in float32, bfloat16, and float16 formats.\n",
    "\n",
    "Fine-Tune Configuration:\n",
    "\n",
    "* For more details on the fine-tuning configuration, you can refer to the [big_vision](https://github.com/google-research/big_vision/blob/main/big_vision/configs/proj/paligemma/transfers/scicap.py)."
   ],
   "metadata": {
    "id": "I0RchkkXgvEs"
   }
  },
  {
   "cell_type": "code",
   "source": [
    "model_id = \"google/paligemma-3b-ft-scicap-448\"\n",
    "processor, model = load_paligemma_model(model_id, access_token)\n",
    "\n",
    "generate_answer(processor, model, image)"
   ],
   "metadata": {
    "execution": {
     "iopub.status.busy": "2024-06-10T18:26:34.079778Z",
     "iopub.execute_input": "2024-06-10T18:26:34.080063Z",
     "iopub.status.idle": "2024-06-10T18:27:16.632840Z",
     "shell.execute_reply.started": "2024-06-10T18:26:34.080039Z",
     "shell.execute_reply": "2024-06-10T18:27:16.631902Z"
    },
    "trusted": true,
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000,
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    },
    "id": "xxkfVqN7gvEs",
    "outputId": "7570bac9-f817-42ea-9348-75a332288e0b"
   },
   "execution_count": 15,
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "config.json:   0%|          | 0.00/1.09k [00:00<?, ?B/s]"
      ],
      "application/vnd.jupyter.widget-view+json": {
       "version_major": 2,
       "version_minor": 0,
       "model_id": "e00bb7bd27bb4c28ab732717ec3211e0"
      }
     },
     "metadata": {}
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "model.safetensors.index.json:   0%|          | 0.00/62.6k [00:00<?, ?B/s]"
      ],
      "application/vnd.jupyter.widget-view+json": {
       "version_major": 2,
       "version_minor": 0,
       "model_id": "149d854812034b318bf4d351ee594e4f"
      }
     },
     "metadata": {}
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "Downloading shards:   0%|          | 0/2 [00:00<?, ?it/s]"
      ],
      "application/vnd.jupyter.widget-view+json": {
       "version_major": 2,
       "version_minor": 0,
       "model_id": "65b1b1d557714e9398c91fec9fe2ff6a"
      }
     },
     "metadata": {}
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "model-00001-of-00002.safetensors:   0%|          | 0.00/4.99G [00:00<?, ?B/s]"
      ],
      "application/vnd.jupyter.widget-view+json": {
       "version_major": 2,
       "version_minor": 0,
       "model_id": "86aa80e6311840a59cb4f795f76b21ed"
      }
     },
     "metadata": {}
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
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      ],
      "application/vnd.jupyter.widget-view+json": {
       "version_major": 2,
       "version_minor": 0,
       "model_id": "6b21402a06d6481eaee35ceb428c2da8"
      }
     },
     "metadata": {}
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "Loading checkpoint shards:   0%|          | 0/2 [00:00<?, ?it/s]"
      ],
      "application/vnd.jupyter.widget-view+json": {
       "version_major": 2,
       "version_minor": 0,
       "model_id": "4f478f9361634532819d6f77fa32952c"
      }
     },
     "metadata": {}
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
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      ],
      "application/vnd.jupyter.widget-view+json": {
       "version_major": 2,
       "version_minor": 0,
       "model_id": "ad865f64ce974e20a950ce931f72e11f"
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     },
     "metadata": {}
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
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      ],
      "application/vnd.jupyter.widget-view+json": {
       "version_major": 2,
       "version_minor": 0,
       "model_id": "fd2f61d53f374246a02bc707ac013e82"
      }
     },
     "metadata": {}
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
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      ],
      "application/vnd.jupyter.widget-view+json": {
       "version_major": 2,
       "version_minor": 0,
       "model_id": "ccdc93e33985424f97c2a4410bc89b18"
      }
     },
     "metadata": {}
    },
    {
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      ],
      "application/vnd.jupyter.widget-view+json": {
       "version_major": 2,
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     "metadata": {}
    },
    {
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      ],
      "application/vnd.jupyter.widget-view+json": {
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       "version_minor": 0,
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     },
     "metadata": {}
    },
    {
     "output_type": "display_data",
     "data": {
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       "added_tokens.json:   0%|          | 0.00/24.0 [00:00<?, ?B/s]"
      ],
      "application/vnd.jupyter.widget-view+json": {
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     },
     "metadata": {}
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
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      ],
      "application/vnd.jupyter.widget-view+json": {
       "version_major": 2,
       "version_minor": 0,
       "model_id": "256e8a5ef16147e49ef1b1cb97851521"
      }
     },
     "metadata": {}
    },
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Question: caption en\n",
      "\n",
      "Answer: different loss functions . mae , huber , logistic loss , squared error ( sme ) .\n",
      "\n",
      "Question: caption in detail\n",
      "\n",
      "Answer: shows the difference between standard mae , huber , logistic loss functions and smae . the horizontal axis shows the error and the vertical shows the difference .\n",
      "\n",
      "Question: caption the figure\n",
      "\n",
      "Answer: shows the different loss function . the loss function of mae clearly outperforms the other loss functions .\n",
      "\n"
     ]
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "<Figure size 1440x1200 with 1 Axes>"
      ],
      "image/png": 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     },
     "metadata": {}
    }
   ]
  },
  {
   "cell_type": "markdown",
   "source": [
    "# Reference\n",
    "\n",
    "- [PaliGemma-FT](https://www.kaggle.com/models/google/paligemma-ft): research-oriented models that are fine-tuned on specific research datasets.  \n",
    "- [SciCap](https://arxiv.org/abs/2110.11624): generating captions for scientific figures.\n",
    "- [Loss_function](https://en.wikipedia.org/wiki/Loss_function): figure source from Wikipedia."
   ],
   "metadata": {
    "id": "8Ej2BVDggvEs"
   }
  },
  {
   "cell_type": "code",
   "source": [],
   "metadata": {
    "id": "cj6jzELr5UyD"
   },
   "execution_count": 15,
   "outputs": []
  }
 ]
}
